Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 40000 |
| Missing cells | 9014 |
| Missing cells (%) | 2.3% |
| Duplicate rows | 11 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 3.1 MiB |
| Average record size in memory | 80.0 B |
Variable types
| Numeric | 10 |
|---|
| Dataset has 11 (< 0.1%) duplicate rows | Duplicates |
vezes_passou_de_30_59_dias is highly correlated with numero_vezes_passou_90_dias and 1 other fields | High correlation |
numero_vezes_passou_90_dias is highly correlated with vezes_passou_de_30_59_dias and 1 other fields | High correlation |
numero_de_vezes_que_passou_60_89_dias is highly correlated with vezes_passou_de_30_59_dias and 1 other fields | High correlation |
vezes_passou_de_30_59_dias is highly correlated with numero_vezes_passou_90_dias and 1 other fields | High correlation |
numero_vezes_passou_90_dias is highly correlated with vezes_passou_de_30_59_dias and 1 other fields | High correlation |
numero_de_vezes_que_passou_60_89_dias is highly correlated with vezes_passou_de_30_59_dias and 1 other fields | High correlation |
salario_mensal has 7968 (19.9%) missing values | Missing |
numero_de_dependentes has 1046 (2.6%) missing values | Missing |
util_linhas_inseguras is highly skewed (γ1 = 61.17841833) | Skewed |
vezes_passou_de_30_59_dias is highly skewed (γ1 = 23.29605555) | Skewed |
razao_debito is highly skewed (γ1 = 92.00432638) | Skewed |
salario_mensal is highly skewed (γ1 = 72.34132664) | Skewed |
numero_vezes_passou_90_dias is highly skewed (γ1 = 23.82046421) | Skewed |
numero_de_vezes_que_passou_60_89_dias is highly skewed (γ1 = 24.12412168) | Skewed |
util_linhas_inseguras has 2895 (7.2%) zeros | Zeros |
vezes_passou_de_30_59_dias has 33549 (83.9%) zeros | Zeros |
razao_debito has 1083 (2.7%) zeros | Zeros |
salario_mensal has 418 (1.0%) zeros | Zeros |
numero_linhas_crdto_aberto has 469 (1.2%) zeros | Zeros |
numero_vezes_passou_90_dias has 37826 (94.6%) zeros | Zeros |
numero_emprestimos_imobiliarios has 15029 (37.6%) zeros | Zeros |
numero_de_vezes_que_passou_60_89_dias has 37930 (94.8%) zeros | Zeros |
numero_de_dependentes has 23250 (58.1%) zeros | Zeros |
Reproduction
| Analysis started | 2022-05-06 13:54:02.126132 |
|---|---|
| Analysis finished | 2022-05-06 13:54:28.372813 |
| Duration | 26.25 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 34211 |
|---|---|
| Distinct (%) | 85.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.374199262 |
| Minimum | 0 |
|---|---|
| Maximum | 22000 |
| Zeros | 2895 |
| Zeros (%) | 7.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02936178475 |
| median | 0.1494907605 |
| Q3 | 0.5497619695 |
| 95-th percentile | 0.9999999 |
| Maximum | 22000 |
| Range | 22000 |
| Interquartile range (IQR) | 0.5204001848 |
Descriptive statistics
| Standard deviation | 242.6172471 |
|---|---|
| Coefficient of variation (CV) | 38.06238826 |
| Kurtosis | 4476.926731 |
| Mean | 6.374199262 |
| Median Absolute Deviation (MAD) | 0.1441174735 |
| Skewness | 61.17841833 |
| Sum | 254967.9705 |
| Variance | 58863.12861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2895 | 7.2% |
| 0.9999999 | 2671 | 6.7% |
| 1 | 5 | < 0.1% |
| 1.003322259 | 4 | < 0.1% |
| 0.830033993 | 3 | < 0.1% |
| 0.9500998 | 3 | < 0.1% |
| 0.00839832 | 3 | < 0.1% |
| 0.986602679 | 3 | < 0.1% |
| 0.004999 | 3 | < 0.1% |
| 0.0499002 | 3 | < 0.1% |
| Other values (34201) | 34407 |
| Value | Count | Frequency (%) |
| 0 | 2895 | |
| 8.37 × 10-6 | 1 | < 0.1% |
| 1.25 × 10-5 | 1 | < 0.1% |
| 1.43 × 10-5 | 1 | < 0.1% |
| 1.51 × 10-5 | 1 | < 0.1% |
| 1.88 × 10-5 | 1 | < 0.1% |
| 2.1 × 10-5 | 1 | < 0.1% |
| 2.66 × 10-5 | 1 | < 0.1% |
| 2.85 × 10-5 | 1 | < 0.1% |
| 2.86 × 10-5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22000 | 1 | |
| 20514 | 1 | |
| 18300 | 1 | |
| 13930 | 1 | |
| 12369 | 1 | |
| 10151 | 1 | |
| 8710 | 1 | |
| 8328 | 1 | |
| 7555 | 1 | |
| 7452 | 1 |
idade
Real number (ℝ≥0)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.404025 |
| Minimum | 21 |
|---|---|
| Maximum | 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 41 |
| median | 52 |
| Q3 | 63 |
| 95-th percentile | 78 |
| Maximum | 109 |
| Range | 88 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 14.78146816 |
|---|---|
| Coefficient of variation (CV) | 0.2820674207 |
| Kurtosis | -0.4877450013 |
| Mean | 52.404025 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.1925811216 |
| Sum | 2096161 |
| Variance | 218.4918011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 49 | 1049 | 2.6% |
| 50 | 1044 | 2.6% |
| 63 | 1014 | 2.5% |
| 48 | 1012 | 2.5% |
| 47 | 1001 | 2.5% |
| 53 | 988 | 2.5% |
| 56 | 987 | 2.5% |
| 45 | 977 | 2.4% |
| 62 | 969 | 2.4% |
| 52 | 967 | 2.4% |
| Other values (71) | 29992 |
| Value | Count | Frequency (%) |
| 21 | 41 | 0.1% |
| 22 | 110 | 0.3% |
| 23 | 172 | 0.4% |
| 24 | 200 | 0.5% |
| 25 | 249 | |
| 26 | 319 | |
| 27 | 369 | |
| 28 | 408 | |
| 29 | 406 | |
| 30 | 552 |
| Value | Count | Frequency (%) |
| 109 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 98 | 1 | < 0.1% |
| 97 | 6 | < 0.1% |
| 96 | 8 | < 0.1% |
| 95 | 11 | |
| 94 | 17 | |
| 93 | 16 | |
| 92 | 27 |
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.412725 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 33549 |
| Zeros (%) | 83.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.057899055 |
|---|---|
| Coefficient of variation (CV) | 9.83196815 |
| Kurtosis | 556.7069732 |
| Mean | 0.412725 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.29605555 |
| Sum | 16509 |
| Variance | 16.46654474 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 33549 | |
| 1 | 4307 | 10.8% |
| 2 | 1255 | 3.1% |
| 3 | 450 | 1.1% |
| 4 | 206 | 0.5% |
| 5 | 96 | 0.2% |
| 98 | 66 | 0.2% |
| 6 | 42 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 8 | < 0.1% |
| Other values (4) | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 33549 | |
| 1 | 4307 | 10.8% |
| 2 | 1255 | 3.1% |
| 3 | 450 | 1.1% |
| 4 | 206 | 0.5% |
| 5 | 96 | 0.2% |
| 6 | 42 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 98 | 66 | 0.2% |
| 96 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 4 | < 0.1% |
| 8 | 8 | < 0.1% |
| 7 | 13 | < 0.1% |
| 6 | 42 | 0.1% |
| 5 | 96 | |
| 4 | 206 |
| Distinct | 33792 |
|---|---|
| Distinct (%) | 84.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 352.1175981 |
| Minimum | 0 |
|---|---|
| Maximum | 307001 |
| Zeros | 1083 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004553452 |
| Q1 | 0.175412294 |
| median | 0.366222329 |
| Q3 | 0.8746777677 |
| 95-th percentile | 2410 |
| Maximum | 307001 |
| Range | 307001 |
| Interquartile range (IQR) | 0.6992654737 |
Descriptive statistics
| Standard deviation | 2084.204327 |
|---|---|
| Coefficient of variation (CV) | 5.919057549 |
| Kurtosis | 12514.81439 |
| Mean | 352.1175981 |
| Median Absolute Deviation (MAD) | 0.245857968 |
| Skewness | 92.00432638 |
| Sum | 14084703.92 |
| Variance | 4343907.677 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1083 | 2.7% |
| 1 | 58 | 0.1% |
| 2 | 57 | 0.1% |
| 4 | 50 | 0.1% |
| 9 | 41 | 0.1% |
| 6 | 36 | 0.1% |
| 5 | 34 | 0.1% |
| 8 | 33 | 0.1% |
| 11 | 33 | 0.1% |
| 3 | 32 | 0.1% |
| Other values (33782) | 38543 |
| Value | Count | Frequency (%) |
| 0 | 1083 | |
| 6.62 × 10-5 | 1 | < 0.1% |
| 0.000106349 | 1 | < 0.1% |
| 0.000109487 | 1 | < 0.1% |
| 0.000120279 | 1 | < 0.1% |
| 0.00012604 | 1 | < 0.1% |
| 0.000136221 | 1 | < 0.1% |
| 0.000140528 | 1 | < 0.1% |
| 0.000147298 | 1 | < 0.1% |
| 0.000149993 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 307001 | 1 | |
| 155375 | 1 | |
| 60212 | 1 | |
| 49112 | 1 | |
| 36705 | 1 | |
| 34719 | 1 | |
| 34102 | 1 | |
| 30295 | 1 | |
| 24591 | 1 | |
| 21395 | 1 |
| Distinct | 7879 |
|---|---|
| Distinct (%) | 24.6% |
| Missing | 7968 |
| Missing (%) | 19.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6760.601836 |
| Minimum | 0 |
|---|---|
| Maximum | 1794060 |
| Zeros | 418 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1300 |
| Q1 | 3400 |
| median | 5409.5 |
| Q3 | 8284 |
| 95-th percentile | 14583.45 |
| Maximum | 1794060 |
| Range | 1794060 |
| Interquartile range (IQR) | 4884 |
Descriptive statistics
| Standard deviation | 16836.38658 |
|---|---|
| Coefficient of variation (CV) | 2.490368015 |
| Kurtosis | 6646.833242 |
| Mean | 6760.601836 |
| Median Absolute Deviation (MAD) | 2338 |
| Skewness | 72.34132664 |
| Sum | 216555598 |
| Variance | 283463913 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5000 | 722 | 1.8% |
| 4000 | 501 | 1.3% |
| 6000 | 497 | 1.2% |
| 3000 | 467 | 1.2% |
| 0 | 418 | 1.0% |
| 2500 | 416 | 1.0% |
| 10000 | 398 | 1.0% |
| 3500 | 373 | 0.9% |
| 4500 | 333 | 0.8% |
| 7000 | 317 | 0.8% |
| Other values (7869) | 27590 | |
| (Missing) | 7968 | 19.9% |
| Value | Count | Frequency (%) |
| 0 | 418 | |
| 1 | 172 | |
| 4 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 100 | 8 | < 0.1% |
| 120 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1794060 | 1 | |
| 1560100 | 1 | |
| 835040 | 1 | |
| 730483 | 1 | |
| 649587 | 1 | |
| 562466 | 1 | |
| 440000 | 1 | |
| 428250 | 1 | |
| 250000 | 1 | |
| 150000 | 2 |
| Distinct | 52 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.472525 |
| Minimum | 0 |
|---|---|
| Maximum | 57 |
| Zeros | 469 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 11 |
| 95-th percentile | 18 |
| Maximum | 57 |
| Range | 57 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.164960024 |
|---|---|
| Coefficient of variation (CV) | 0.6096128396 |
| Kurtosis | 3.309707064 |
| Mean | 8.472525 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.260674453 |
| Sum | 338901 |
| Variance | 26.67681204 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 3626 | 9.1% |
| 7 | 3570 | 8.9% |
| 5 | 3410 | 8.5% |
| 8 | 3391 | 8.5% |
| 9 | 3115 | 7.8% |
| 4 | 3097 | 7.7% |
| 10 | 2529 | 6.3% |
| 3 | 2406 | 6.0% |
| 11 | 2214 | 5.5% |
| 12 | 1883 | 4.7% |
| Other values (42) | 10759 |
| Value | Count | Frequency (%) |
| 0 | 469 | 1.2% |
| 1 | 1186 | 3.0% |
| 2 | 1751 | |
| 3 | 2406 | |
| 4 | 3097 | |
| 5 | 3410 | |
| 6 | 3626 | |
| 7 | 3570 | |
| 8 | 3391 | |
| 9 | 3115 |
| Value | Count | Frequency (%) |
| 57 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 49 | 2 | |
| 48 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 45 | 3 | |
| 43 | 4 | |
| 42 | 4 |
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.255025 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 37826 |
| Zeros (%) | 94.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.034326975 |
|---|---|
| Coefficient of variation (CV) | 15.81933918 |
| Kurtosis | 573.6285573 |
| Mean | 0.255025 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.82046421 |
| Sum | 10201 |
| Variance | 16.27579414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 37826 | |
| 1 | 1357 | 3.4% |
| 2 | 395 | 1.0% |
| 3 | 181 | 0.5% |
| 4 | 87 | 0.2% |
| 98 | 66 | 0.2% |
| 5 | 28 | 0.1% |
| 6 | 22 | 0.1% |
| 7 | 17 | < 0.1% |
| 8 | 5 | < 0.1% |
| Other values (8) | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 37826 | |
| 1 | 1357 | 3.4% |
| 2 | 395 | 1.0% |
| 3 | 181 | 0.5% |
| 4 | 87 | 0.2% |
| 5 | 28 | 0.1% |
| 6 | 22 | 0.1% |
| 7 | 17 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 98 | 66 | |
| 96 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| 11 | 3 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 4 | < 0.1% |
| 8 | 5 | < 0.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0137 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 15029 |
| Zeros (%) | 37.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.112494158 |
|---|---|
| Coefficient of variation (CV) | 1.09745897 |
| Kurtosis | 21.31902269 |
| Mean | 1.0137 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.577364186 |
| Sum | 40548 |
| Variance | 1.237643251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 15029 | |
| 1 | 13984 | |
| 2 | 8361 | |
| 3 | 1656 | 4.1% |
| 4 | 569 | 1.4% |
| 5 | 193 | 0.5% |
| 6 | 83 | 0.2% |
| 7 | 45 | 0.1% |
| 8 | 26 | 0.1% |
| 9 | 20 | 0.1% |
| Other values (11) | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 15029 | |
| 1 | 13984 | |
| 2 | 8361 | |
| 3 | 1656 | 4.1% |
| 4 | 569 | 1.4% |
| 5 | 193 | 0.5% |
| 6 | 83 | 0.2% |
| 7 | 45 | 0.1% |
| 8 | 26 | 0.1% |
| 9 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 12 | 8 | |
| 11 | 8 |
numero_de_vezes_que_passou_60_89_dias
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23075 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 37930 |
| Zeros (%) | 94.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.017506434 |
|---|---|
| Coefficient of variation (CV) | 17.41064543 |
| Kurtosis | 583.8956885 |
| Mean | 0.23075 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.12412168 |
| Sum | 9230 |
| Variance | 16.14035795 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 37930 | |
| 1 | 1562 | 3.9% |
| 2 | 293 | 0.7% |
| 3 | 96 | 0.2% |
| 98 | 66 | 0.2% |
| 4 | 38 | 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 2 | < 0.1% |
| 96 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 37930 | |
| 1 | 1562 | 3.9% |
| 2 | 293 | 0.7% |
| 3 | 96 | 0.2% |
| 4 | 38 | 0.1% |
| 5 | 8 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 2 | < 0.1% |
| 96 | 1 | < 0.1% |
| 98 | 66 | 0.2% |
| Value | Count | Frequency (%) |
| 98 | 66 | 0.2% |
| 96 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 8 | < 0.1% |
| 4 | 38 | 0.1% |
| 3 | 96 | 0.2% |
| 2 | 293 | 0.7% |
| 1 | 1562 | 3.9% |
| 0 | 37930 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1046 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7565076757 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 23250 |
| Zeros (%) | 58.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 312.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.11624413 |
|---|---|
| Coefficient of variation (CV) | 1.475522544 |
| Kurtosis | 2.721377542 |
| Mean | 0.7565076757 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.579546639 |
| Sum | 29469 |
| Variance | 1.246000958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 23250 | |
| 1 | 6900 | 17.2% |
| 2 | 5216 | 13.0% |
| 3 | 2585 | 6.5% |
| 4 | 751 | 1.9% |
| 5 | 183 | 0.5% |
| 6 | 43 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 1046 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 23250 | |
| 1 | 6900 | 17.2% |
| 2 | 5216 | 13.0% |
| 3 | 2585 | 6.5% |
| 4 | 751 | 1.9% |
| 5 | 183 | 0.5% |
| 6 | 43 | 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 13 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 8 | < 0.1% |
| 7 | 13 | < 0.1% |
| 6 | 43 | 0.1% |
| 5 | 183 | 0.5% |
| 4 | 751 | 1.9% |
| 3 | 2585 | |
| 2 | 5216 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| util_linhas_inseguras | idade | vezes_passou_de_30_59_dias | razao_debito | salario_mensal | numero_linhas_crdto_aberto | numero_vezes_passou_90_dias | numero_emprestimos_imobiliarios | numero_de_vezes_que_passou_60_89_dias | numero_de_dependentes | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.025849 | 62 | 0 | 0.081775 | 8180.0 | 3 | 0 | 2 | 0 | 0.0 |
| 1 | 0.667083 | 55 | 0 | 0.153112 | 2200.0 | 3 | 0 | 0 | 0 | 0.0 |
| 2 | 0.007093 | 44 | 0 | 0.148800 | 7499.0 | 20 | 0 | 1 | 0 | 0.0 |
| 3 | 0.091213 | 54 | 0 | 0.351635 | 5900.0 | 15 | 0 | 1 | 1 | 0.0 |
| 4 | 0.112680 | 54 | 0 | 0.065959 | 2167.0 | 3 | 0 | 0 | 0 | 0.0 |
| 5 | 0.323985 | 42 | 0 | 0.352151 | 10415.0 | 8 | 0 | 2 | 0 | 2.0 |
| 6 | 0.007300 | 63 | 0 | 0.002289 | 4368.0 | 2 | 0 | 0 | 0 | 0.0 |
| 7 | 0.000000 | 76 | 1 | 0.261611 | 1700.0 | 4 | 0 | 0 | 0 | 0.0 |
| 8 | 0.062280 | 55 | 0 | 0.406667 | 15658.0 | 14 | 1 | 3 | 0 | 0.0 |
| 9 | 0.479899 | 41 | 1 | 0.209903 | 8441.0 | 6 | 0 | 3 | 0 | 0.0 |
Last rows
| util_linhas_inseguras | idade | vezes_passou_de_30_59_dias | razao_debito | salario_mensal | numero_linhas_crdto_aberto | numero_vezes_passou_90_dias | numero_emprestimos_imobiliarios | numero_de_vezes_que_passou_60_89_dias | numero_de_dependentes | |
|---|---|---|---|---|---|---|---|---|---|---|
| 39990 | 0.072663 | 38 | 0 | 0.253057 | 10550.0 | 16 | 0 | 2 | 0 | 2.0 |
| 39991 | 0.452344 | 51 | 0 | 0.766308 | 4000.0 | 13 | 0 | 2 | 0 | 0.0 |
| 39992 | 0.161703 | 31 | 0 | 0.824642 | 2166.0 | 7 | 0 | 2 | 0 | 0.0 |
| 39993 | 0.302013 | 47 | 0 | 0.329238 | 5208.0 | 3 | 0 | 2 | 0 | 0.0 |
| 39994 | 0.107915 | 59 | 0 | 0.371085 | 7310.0 | 9 | 0 | 2 | 0 | 2.0 |
| 39995 | 0.000000 | 68 | 1 | 0.062858 | 10833.0 | 9 | 1 | 0 | 0 | 0.0 |
| 39996 | 0.061117 | 84 | 0 | 0.013598 | 8456.0 | 7 | 0 | 0 | 0 | 0.0 |
| 39997 | 0.817745 | 70 | 0 | 0.663056 | 6000.0 | 17 | 0 | 2 | 0 | 0.0 |
| 39998 | 0.106139 | 64 | 2 | 0.865438 | 5045.0 | 12 | 0 | 4 | 0 | 0.0 |
| 39999 | 1.000000 | 28 | 0 | 0.002285 | 3500.0 | 0 | 1 | 0 | 0 | 0.0 |
Most frequently occurring
| util_linhas_inseguras | idade | vezes_passou_de_30_59_dias | razao_debito | salario_mensal | numero_linhas_crdto_aberto | numero_vezes_passou_90_dias | numero_emprestimos_imobiliarios | numero_de_vezes_que_passou_60_89_dias | numero_de_dependentes | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0.0 | 22 | 0 | 0.0 | 820.0 | 2 | 0 | 0 | 0 | 0.0 | 3 |
| 3 | 0.0 | 23 | 0 | 0.0 | 898.0 | 2 | 0 | 0 | 0 | 0.0 | 3 |
| 8 | 1.0 | 22 | 0 | 0.0 | 820.0 | 1 | 0 | 0 | 0 | 0.0 | 3 |
| 0 | 0.0 | 21 | 0 | 0.0 | 0.0 | 1 | 0 | 0 | 0 | 0.0 | 2 |
| 2 | 0.0 | 22 | 0 | 0.0 | 929.0 | 2 | 0 | 0 | 0 | 0.0 | 2 |
| 4 | 0.0 | 24 | 0 | 0.0 | 0.0 | 1 | 0 | 0 | 0 | 0.0 | 2 |
| 5 | 0.0 | 24 | 0 | 0.0 | 820.0 | 2 | 0 | 0 | 0 | 0.0 | 2 |
| 6 | 0.0 | 28 | 0 | 0.0 | 2500.0 | 2 | 0 | 0 | 0 | 0.0 | 2 |
| 7 | 0.0 | 40 | 0 | 0.0 | 3500.0 | 1 | 0 | 0 | 0 | 0.0 | 2 |
| 9 | 1.0 | 23 | 0 | 0.0 | 0.0 | 1 | 0 | 0 | 0 | 0.0 | 2 |